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cstr
/
jina-v5-small-GGUF

Feature Extraction
GGUF
multilingual
embeddings
ggml
text-embeddings
qwen3
crispembed
Model card Files Files and versions
xet
Community

Instructions to use cstr/jina-v5-small-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Notebooks
  • Google Colab
  • Kaggle
  • Local Apps Settings
  • llama.cpp

    How to use cstr/jina-v5-small-GGUF with llama.cpp:

    Install (macOS, Linux)
    curl -LsSf https://llama.app/install.sh | sh
    # Start a local OpenAI-compatible server with a web UI:
    llama serve -hf cstr/jina-v5-small-GGUF:IQ4_XS
    # Run inference directly in the terminal:
    llama cli -hf cstr/jina-v5-small-GGUF:IQ4_XS
    Install from WinGet (Windows)
    winget install llama.cpp
    # Start a local OpenAI-compatible server with a web UI:
    llama serve -hf cstr/jina-v5-small-GGUF:IQ4_XS
    # Run inference directly in the terminal:
    llama cli -hf cstr/jina-v5-small-GGUF:IQ4_XS
    Use pre-built binary
    # Download pre-built binary from:
    # https://github.com/ggerganov/llama.cpp/releases
    # Start a local OpenAI-compatible server with a web UI:
    ./llama-server -hf cstr/jina-v5-small-GGUF:IQ4_XS
    # Run inference directly in the terminal:
    ./llama-cli -hf cstr/jina-v5-small-GGUF:IQ4_XS
    Build from source code
    git clone https://github.com/ggerganov/llama.cpp.git
    cd llama.cpp
    cmake -B build
    cmake --build build -j --target llama-server llama-cli
    # Start a local OpenAI-compatible server with a web UI:
    ./build/bin/llama-server -hf cstr/jina-v5-small-GGUF:IQ4_XS
    # Run inference directly in the terminal:
    ./build/bin/llama-cli -hf cstr/jina-v5-small-GGUF:IQ4_XS
    Use Docker
    docker model run hf.co/cstr/jina-v5-small-GGUF:IQ4_XS
  • LM Studio
  • Jan
  • Ollama

    How to use cstr/jina-v5-small-GGUF with Ollama:

    ollama run hf.co/cstr/jina-v5-small-GGUF:IQ4_XS
  • Unsloth Desktop
  • Docker Model Runner

    How to use cstr/jina-v5-small-GGUF with Docker Model Runner:

    docker model run hf.co/cstr/jina-v5-small-GGUF:IQ4_XS
  • Lemonade

    How to use cstr/jina-v5-small-GGUF with Lemonade:

    Pull the model
    # Download Lemonade from https://lemonade-server.ai/
    lemonade pull cstr/jina-v5-small-GGUF:IQ4_XS
    Run and chat with the model
    lemonade run user.jina-v5-small-GGUF-IQ4_XS
    List all available models
    lemonade list
  • Atomic Chat
jina-v5-small-GGUF
11.9 GB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 27 commits
cstr's picture
cstr
docs: add provenance / EU AI Act Art. 53 note
bcdbf6d verified about 1 month ago
  • .gitattributes
    2.15 kB
    importance matrix (calibration) 2 months ago
  • README.md
    4.26 kB
    docs: add provenance / EU AI Act Art. 53 note about 1 month ago
  • jina-v5-small-classification.gguf
    2.39 GB
    xet
    Add classification LoRA adapter variant 4 months ago
  • jina-v5-small-clustering.gguf
    2.39 GB
    xet
    Add clustering LoRA adapter variant 4 months ago
  • jina-v5-small-imatrix-ab.txt
    415 Bytes
    A/B summary (cos vs gold) 2 months ago
  • jina-v5-small-iq4_xs.gguf
    405 MB
    xet
    iq4_xs +imatrix (cos_vs_f16=0.9887) 2 months ago
  • jina-v5-small-q4_k-imatrix.gguf
    419 MB
    xet
    q4_k +imatrix (cos_vs_f16=0.9901) 2 months ago
  • jina-v5-small-q4_k.gguf
    419 MB
    xet
    v2: Ollama format, retrieval LoRA merged, Ollama-compatible 4 months ago
  • jina-v5-small-q5_k.gguf
    474 MB
    xet
    v2: Ollama format, retrieval LoRA merged, Ollama-compatible 4 months ago
  • jina-v5-small-q8_0.gguf
    639 MB
    xet
    v2: Ollama format, retrieval LoRA merged, Ollama-compatible 4 months ago
  • jina-v5-small-text-matching.gguf
    2.39 GB
    xet
    Add text-matching LoRA adapter variant 4 months ago
  • jina-v5-small.gguf
    2.39 GB
    xet
    v2: Ollama format, retrieval LoRA merged, Ollama-compatible 4 months ago
  • jina-v5-small.imatrix
    1.17 MB
    xet
    importance matrix (calibration) 2 months ago